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Reiser M, Attenberger U. [Artificial intelligence in radiology : From the Gartner Hype Cycle to Amara's Law]. RADIOLOGIE (HEIDELBERG, GERMANY) 2024; 64:749-751. [PMID: 39316080 DOI: 10.1007/s00117-024-01362-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 07/31/2024] [Indexed: 09/25/2024]
Affiliation(s)
- M Reiser
- , Hagenauerstraße 27, 81479, München, Deutschland.
| | - U Attenberger
- Klinische Abteilung für Allgemeine Radiologie und Kinderradiologie, Medizinische Universität Wien, Wien, Österreich
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Weltermann T, Eltyeb H, Doggett J, Brady RRW. Utilizing sentiment analysis of X data to document the evolution of colorectal surgical innovations: The case of transanal total mesorectal excision. Colorectal Dis 2024. [PMID: 39300702 DOI: 10.1111/codi.17173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Revised: 03/19/2024] [Accepted: 08/20/2024] [Indexed: 09/22/2024]
Abstract
AIM The evolution of the utility of medical social media and its global reach has led to a much greater speed of dissemination of medical innovation, such as transanal total mesorectal excision (TaTME). The acceptability and discussions surrounding such innovations can be followed online. Here, we sought to determine if online discussions over time could match known models of innovation evolution using the example of TaTME since its initial description in 2010. METHODS Data on using the X hashtag #TaTME were analysed using the social media analytics tool Brandwatch. Trends in mentions, impressions and reach were highlighted over 13 years (1 May 2010 to 31 July 2023). Each mention's sentiment and emotional connotations were analysed using Brandwatch's natural language processing approach. RESULTS We identified 18 525 mentions of #TaTME by healthcare professionals, reaching over 30.6 million X users. A Gartner's hype-cycle-like pattern was identified for mention volume and emotional connotation over time. The majority of mentions had a neutral (84%; n = 15 341) or positive connotation (15%, n = 2675). A peak of negatively connotated mentions was identified surrounding the temporary suspension of TaTME in 2019. CONCLUSION This study presents a novel method of monitoring online discussions surrounding new surgical innovations by healthcare professionals based on sentiment analysis of public social media data. Mention volume and emotional connotation were the most accurate parameters closely resembling Gartner's hype cycle.
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Affiliation(s)
- T Weltermann
- Newcastle Centre for Bowel Disease Research Hub, Royal Victoria Infirmary, Newcastle Hospitals, Newcastle upon Tyne, UK
| | - H Eltyeb
- Newcastle Centre for Bowel Disease Research Hub, Royal Victoria Infirmary, Newcastle Hospitals, Newcastle upon Tyne, UK
| | | | - R R W Brady
- Newcastle Centre for Bowel Disease Research Hub, Royal Victoria Infirmary, Newcastle Hospitals, Newcastle upon Tyne, UK
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Gatchev VA, Pirinsky CA, Venugopal B. A language-based approach to measuring creative exploration. RESEARCH POLICY 2022. [DOI: 10.1016/j.respol.2021.104426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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Josephson CB, Wiebe S. Precision Medicine: Academic dreaming or clinical reality? Epilepsia 2020; 62 Suppl 2:S78-S89. [PMID: 33205406 DOI: 10.1111/epi.16739] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Revised: 10/02/2020] [Accepted: 10/02/2020] [Indexed: 12/26/2022]
Abstract
Precision medicine can be distilled into a concept of accounting for an individual's unique collection of clinical, physiologic, genetic, and sociodemographic characteristics to provide patient-level predictions of disease course and response to therapy. Abundant evidence now allows us to determine how an average person with epilepsy will respond to specific medical and surgical treatments. This is useful, but not readily applicable to an individual patient. This has brought into sharp focus the desire for a more individualized approach through which we counsel people based on individual characteristics, as opposed to population-level data. We are now accruing data at unprecedented rates, allowing us to convert this ideal into reality. In addition, we have access to growing volumes of administrative and electronic health records data, biometric, imaging, genetics data, microbiome, and other "omics" data, thus paving the way toward phenome-wide association studies and "the epidemiology of one." Despite this, there are many challenges ahead. The collating, integrating, and storing sensitive multimodal data for advanced analytics remains difficult as patient consent and data security issues increase in complexity. Agreement on many aspects of epilepsy remains imperfect, rendering models sensitive to misclassification due to a lack of "ground truth." Even with existing data, advanced analytics models are prone to overfitting and often failure to generalize externally. Finally, uptake by clinicians is often hindered by opaque, "black box" algorithms. Systematic approaches to data collection and model generation, and an emphasis on education to promote uptake and knowledge translation, are required to propel epilepsy-based precision medicine from the realm of the theoretical into routine clinical practice.
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Affiliation(s)
- Colin B Josephson
- Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.,O'Brien Institute for Public Health, University of Calgary, Calgary, AB, Canada.,Centre for Health Informatics, University of Calgary, Calgary, AB, Canada
| | - Samuel Wiebe
- Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.,O'Brien Institute for Public Health, University of Calgary, Calgary, AB, Canada.,Clinical Research Unit, University of Calgary, Calgary, AB, Canada
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Kheirbek T, Jikaria N, Murray B, Martin TJ, Lueckel SN, Stephen AH, Monaghan SF, Adams CA. Unjustified Administration in Liberal Use of Tranexamic Acid in Trauma Resuscitation. J Surg Res 2020; 258:125-131. [PMID: 33010557 DOI: 10.1016/j.jss.2020.08.045] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Revised: 07/16/2020] [Accepted: 08/25/2020] [Indexed: 12/26/2022]
Abstract
BACKGROUND Early administration of tranexamic acid (TXA) has been widely implemented for the treatment of presumed hyperfibrinolysis in hemorrhagic shock. We aimed to characterize the liberal use of TXA and whether unjustified administration was associated with increased venous thrombotic events (VTEs). METHODS We identified injured patients who received TXA between January 2016 and January 2018 by querying our Level 1 trauma center's registry. We retrospectively reviewed medical records and radiologic images to classify whether patients had a hemorrhagic injury that would have benefited from TXA (justified) or not (unjustified). RESULTS Ninety-five patients received TXA for traumatic injuries, 42.1% were given by emergency medical services. TXA was considered unjustified in 35.8% of the patients retrospectively and in 52% of the patients when given by emergency medical services. Compared with unjustified administration, patients in the justified group were younger (47.6 versus 58.4; P = 0.02), more hypotensive in the field (systolic blood pressure: 107 ± 31 versus 137 ± 32 mm Hg; P < 0.001) and in the emergency department (systolic blood pressure: 97 ± 27 versus 128 ± 27; P < 0.001), and more tachycardic in emergency department (heart rate: 99 ± 29 versus 88 ± 19; P = 0.04). The justified group also had higher injury severity score (median 24 versus 11; P < 0.001), was transfused more often (81.7% versus 20.6%; P < 0.001), and had higher in-hospital mortality (39.3% versus 2.9%; P < 0.001), but there was no difference in the rate of VTE (8.2% versus 5.9%). CONCLUSIONS Our results highlight a high rate of unjustified administration, especially in the prehospital setting. Hypotension and tachycardia were indications of correct use. Although we did not observe a difference in VTE rates between the groups, though, our study was underpowered to detect a difference. Cautious implementation of TXA in resuscitation protocols is encouraged in the meantime. Nonetheless, adverse events associated with unjustified TXA administration should be further evaluated.
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Affiliation(s)
- Tareq Kheirbek
- Department of Surgery, Brown University, Alpert School of Medicine, Providence, Rhode Island.
| | - Neil Jikaria
- Department of Surgery, Brown University, Alpert School of Medicine, Providence, Rhode Island
| | - Brett Murray
- Department of Surgery, Brown University, Alpert School of Medicine, Providence, Rhode Island
| | - Thomas J Martin
- Department of Surgery, Brown University, Alpert School of Medicine, Providence, Rhode Island
| | - Stephanie N Lueckel
- Department of Surgery, Brown University, Alpert School of Medicine, Providence, Rhode Island
| | - Andrew H Stephen
- Department of Surgery, Brown University, Alpert School of Medicine, Providence, Rhode Island
| | - Sean F Monaghan
- Department of Surgery, Brown University, Alpert School of Medicine, Providence, Rhode Island
| | - Charles A Adams
- Department of Surgery, Brown University, Alpert School of Medicine, Providence, Rhode Island
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Alkhathami AM, Alzahrani AA, Alzhrani MA, Alsuwat OB, Mahfouz MEM. Risk Factors for Gastroesophageal Reflux Disease in Saudi Arabia. Gastroenterology Res 2017; 10:294-300. [PMID: 29118870 PMCID: PMC5667695 DOI: 10.14740/gr906w] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/07/2017] [Accepted: 09/25/2017] [Indexed: 12/12/2022] Open
Abstract
Background Gastroesophageal reflux disease (GERD) is one of the most prevalent gastrointestinal tract diseases worldwide. GERD has an effect on the patients' quality of life as well as the health care system that can be prevented by identifying its risk factors among the population. Hence, we applied this study to assess the GERD's risk factors in Saudi Arabia. Methods A cross-sectional study was designed to assess the GERD's risk factors among the community of Saudi Arabia. The sample was collected randomly during the period from November to December 2016. Through a self-administered validated GERD questionnaire (GerdQ), GERD was diagnosed. Then, the GERD's risk factors were assessed among all participants. The data were analyzed using Statistical Package for Social Sciences version 21.0; the Student's t-test was used to assess the association of GERD and risk factors. Results A total of 2,043 subjects participated in the study. The characteristics and behaviors of participants statistically significant with GERD were positive family history (39.3%), obese (body mass index > 30 kg/m2) (39.4%), not performing weekly regular physical activities ≥ 30 min (31.1%) and smoking (39.3%). GERD was commonly noticed in participants on analgesics (38.4%), not taking fibers (37.4%), drinking tea (33.4%), eating greasy (31.2%) and fast food (32.7%), and these were statistically significant with GERD (P ≤ 0.05). Conclusion The characteristics and behaviors associated with GERD in Saudi population are family history of GERD, obesity, sedentary lifestyle and smoking. Other common risk factors correlated with GERD are analgesics intake, no fibers intake, drinking tea, greasy and fast food intake.
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Affiliation(s)
| | | | | | | | - Mohammad Eid Mahmoud Mahfouz
- College of Medicine, Taif University, Taif, Saudi Arabia.,King Abdul Aziz Specialist Hospital, Taif, Saudi Arabia
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Nicol E. 'Evolution, not revolution, at the changing of the Guard'. Clin Med (Lond) 2017; 17:99-100. [PMID: 28365614 PMCID: PMC6297631 DOI: 10.7861/clinmedicine.17-2-99] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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